Profiling Report

Dataset statistics

Number of variables	42
Number of observations	154277
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	6427
Duplicate rows (%)	4.2%
Total size in memory	50.6 MiB
Average record size in memory	344.0 B

Variable types

Numeric	26
Categorical	15
Text	1

Alerts

`urgent` has constant value "0"	Constant
`num_outbound_cmds` has constant value "0"	Constant
`is_host_login` has constant value "0"	Constant
Dataset has 6427 (4.2%) duplicate rows	Duplicates
`count` is highly overall correlated with `dst_bytes` and 8 other fields	High correlation
`diff_srv_rate` is highly overall correlated with `dst_host_diff_srv_rate` and 9 other fields	High correlation
`dst_bytes` is highly overall correlated with `count` and 2 other fields	High correlation
`dst_host_count` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_diff_srv_rate` is highly overall correlated with `count` and 11 other fields	High correlation
`dst_host_rerror_rate` is highly overall correlated with `dst_host_srv_rerror_rate` and 2 other fields	High correlation
`dst_host_same_src_port_rate` is highly overall correlated with `count` and 12 other fields	High correlation
`dst_host_same_srv_rate` is highly overall correlated with `diff_srv_rate` and 11 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`dst_host_srv_count` is highly overall correlated with `count` and 12 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly overall correlated with `dst_bytes` and 1 other fields	High correlation
`dst_host_srv_rerror_rate` is highly overall correlated with `dst_host_rerror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`hot` is highly overall correlated with `is_guest_login` and 1 other fields	High correlation
`is_guest_login` is highly overall correlated with `hot`	High correlation
`label` is highly overall correlated with `land` and 5 other fields	High correlation
`land` is highly overall correlated with `label`	High correlation
`logged_in` is highly overall correlated with `count` and 3 other fields	High correlation
`num_access_files` is highly overall correlated with `num_compromised` and 2 other fields	High correlation
`num_compromised` is highly overall correlated with `hot` and 2 other fields	High correlation
`num_failed_logins` is highly overall correlated with `label`	High correlation
`num_root` is highly overall correlated with `num_access_files` and 1 other fields	High correlation
`protocol_type` is highly overall correlated with `count` and 6 other fields	High correlation
`rerror_rate` is highly overall correlated with `dst_host_rerror_rate` and 2 other fields	High correlation
`root_shell` is highly overall correlated with `label`	High correlation
`same_srv_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`src_bytes` is highly overall correlated with `count` and 11 other fields	High correlation
`srv_count` is highly overall correlated with `count` and 6 other fields	High correlation
`srv_rerror_rate` is highly overall correlated with `dst_host_rerror_rate` and 2 other fields	High correlation
`srv_serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`su_attempted` is highly overall correlated with `num_access_files` and 2 other fields	High correlation
`wrong_fragment` is highly overall correlated with `label`	High correlation
`flag` is highly imbalanced (69.9%)	Imbalance
`land` is highly imbalanced (99.8%)	Imbalance
`wrong_fragment` is highly imbalanced (95.4%)	Imbalance
`num_failed_logins` is highly imbalanced (99.7%)	Imbalance
`root_shell` is highly imbalanced (99.8%)	Imbalance
`su_attempted` is highly imbalanced (> 99.9%)	Imbalance
`num_shells` is highly imbalanced (99.9%)	Imbalance
`num_access_files` is highly imbalanced (99.6%)	Imbalance
`is_guest_login` is highly imbalanced (97.3%)	Imbalance
`label` is highly imbalanced (54.0%)	Imbalance
`duration` is highly skewed (γ1 = 26.10314625)	Skewed
`src_bytes` is highly skewed (γ1 = 390.8421675)	Skewed
`dst_bytes` is highly skewed (γ1 = 94.56909049)	Skewed
`hot` is highly skewed (γ1 = 20.42565009)	Skewed
`num_compromised` is highly skewed (γ1 = 349.3468716)	Skewed
`num_root` is highly skewed (γ1 = 355.2700399)	Skewed
`num_file_creations` is highly skewed (γ1 = 170.9496904)	Skewed
`duration` has 150157 (97.3%) zeros	Zeros
`src_bytes` has 36324 (23.5%) zeros	Zeros
`dst_bytes` has 126570 (82.0%) zeros	Zeros
`hot` has 151480 (98.2%) zeros	Zeros
`num_compromised` has 152106 (98.6%) zeros	Zeros
`num_root` has 154100 (99.9%) zeros	Zeros
`num_file_creations` has 154194 (99.9%) zeros	Zeros
`serror_rate` has 126408 (81.9%) zeros	Zeros
`srv_serror_rate` has 127642 (82.7%) zeros	Zeros
`rerror_rate` has 143479 (93.0%) zeros	Zeros
`srv_rerror_rate` has 143204 (92.8%) zeros	Zeros
`same_srv_rate` has 2050 (1.3%) zeros	Zeros
`diff_srv_rate` has 119317 (77.3%) zeros	Zeros
`srv_diff_host_rate` has 142812 (92.6%) zeros	Zeros
`dst_host_same_srv_rate` has 5104 (3.3%) zeros	Zeros
`dst_host_diff_srv_rate` has 107167 (69.5%) zeros	Zeros
`dst_host_same_src_port_rate` has 45251 (29.3%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 137157 (88.9%) zeros	Zeros
`dst_host_serror_rate` has 124366 (80.6%) zeros	Zeros
`dst_host_srv_serror_rate` has 125858 (81.6%) zeros	Zeros
`dst_host_rerror_rate` has 139900 (90.7%) zeros	Zeros
`dst_host_srv_rerror_rate` has 140793 (91.3%) zeros	Zeros

Reproduction

Analysis started	2024-09-29 10:26:00.970929
Analysis finished	2024-09-29 10:27:48.960292
Duration	1 minute and 47.99 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

duration
Real number (ℝ)

SKEWED ZEROS

Distinct	1073
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.705452

Minimum	0
Maximum	42448
Zeros	150157
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	42448
Range	42448
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	864.60825
Coefficient of variation (CV)	15.247357
Kurtosis	881.26108
Mean	56.705452
Median Absolute Deviation (MAD)	0
Skewness	26.103146
Sum	8748347
Variance	747547.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	150157	97.3%
1	881	0.6%
2	314	0.2%
3	195	0.1%
5	174	0.1%
4	165	0.1%
2630	144	0.1%
14	98	0.1%
12	55	< 0.1%
7	53	< 0.1%
Other values (1063)	2041	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	150157	97.3%
1	881	0.6%
2	314	0.2%
3	195	0.1%
4	165	0.1%
5	174	0.1%
6	52	< 0.1%
7	53	< 0.1%
8	35	< 0.1%
9	47	< 0.1%

Value	Count	Frequency (%)
42448	1	< 0.1%
42088	1	< 0.1%
41065	1	< 0.1%
40929	1	< 0.1%
40806	1	< 0.1%
40682	1	< 0.1%
40571	1	< 0.1%
40448	1	< 0.1%
40339	1	< 0.1%
40232	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

icmp	86066
tcp	61301
udp	6910

Length

Max length	4
Median length	4
Mean length	3.5578667
Min length	3

Characters and Unicode

Total characters	548897
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	icmp
2nd row	icmp
3rd row	tcp
4th row	tcp
5th row	icmp

Common Values

Value	Count	Frequency (%)
icmp	86066	55.8%
tcp	61301	39.7%
udp	6910	4.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
icmp	86066	55.8%
tcp	61301	39.7%
udp	6910	4.5%

Most occurring characters

Value	Count	Frequency (%)
p	154277	28.1%
c	147367	26.8%
i	86066	15.7%
m	86066	15.7%
t	61301	11.2%
u	6910	1.3%
d	6910	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	548897	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	154277	28.1%
c	147367	26.8%
i	86066	15.7%
m	86066	15.7%
t	61301	11.2%
u	6910	1.3%
d	6910	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	548897	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	154277	28.1%
c	147367	26.8%
i	86066	15.7%
m	86066	15.7%
t	61301	11.2%
u	6910	1.3%
d	6910	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	548897	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	154277	28.1%
c	147367	26.8%
i	86066	15.7%
m	86066	15.7%
t	61301	11.2%
u	6910	1.3%
d	6910	1.3%

service
Text

Distinct	65
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

Length

Max length	11
Median length	5
Mean length	5.3719284
Min length	3

Characters and Unicode

Total characters	828765
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	ecr_i
2nd row	ecr_i
3rd row	private
4th row	private
5th row	ecr_i

Value	Count	Frequency (%)
ecr_i	84517	54.8%
private	34784	22.5%
http	20927	13.6%
other	3201	2.1%
smtp	2921	1.9%
ftp_data	1982	1.3%
domain_u	1719	1.1%
eco_i	1382	0.9%
ftp	461	0.3%
finger	235	0.2%
Other values (55)	2148	1.4%

Most occurring characters

Value	Count	Frequency (%)
e	125306	15.1%
i	123333	14.9%
r	123225	14.9%
_	90295	10.9%
t	88615	10.7%
c	86210	10.4%
p	62063	7.5%
a	40927	4.9%
v	34817	4.2%
h	24529	3.0%
Other values (28)	29445	3.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	828765	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	125306	15.1%
i	123333	14.9%
r	123225	14.9%
_	90295	10.9%
t	88615	10.7%
c	86210	10.4%
p	62063	7.5%
a	40927	4.9%
v	34817	4.2%
h	24529	3.0%
Other values (28)	29445	3.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	828765	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	125306	15.1%
i	123333	14.9%
r	123225	14.9%
_	90295	10.9%
t	88615	10.7%
c	86210	10.4%
p	62063	7.5%
a	40927	4.9%
v	34817	4.2%
h	24529	3.0%
Other values (28)	29445	3.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	828765	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	125306	15.1%
i	123333	14.9%
r	123225	14.9%
_	90295	10.9%
t	88615	10.7%
c	86210	10.4%
p	62063	7.5%
a	40927	4.9%
v	34817	4.2%
h	24529	3.0%
Other values (28)	29445	3.6%

flag
Categorical

IMBALANCE

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

SF	117731
S0	26135
REJ	9136
RSTR	878
RSTO	233
Other values (6)	164

Length

Max length	6
Median length	2
Mean length	2.0739579
Min length	2

Characters and Unicode

Total characters	319964
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	S0
4th row	REJ
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	117731	76.3%
S0	26135	16.9%
REJ	9136	5.9%
RSTR	878	0.6%
RSTO	233	0.2%
SH	103	0.1%
S1	25	< 0.1%
S2	12	< 0.1%
RSTOS0	11	< 0.1%
OTH	8	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	117731	76.3%
s0	26135	16.9%
rej	9136	5.9%
rstr	878	0.6%
rsto	233	0.2%
sh	103	0.1%
s1	25	< 0.1%
s2	12	< 0.1%
rstos0	11	< 0.1%
oth	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	145144	45.4%
F	117731	36.8%
0	26146	8.2%
R	11136	3.5%
E	9136	2.9%
J	9136	2.9%
T	1130	0.4%
O	252	0.1%
H	111	< 0.1%
1	25	< 0.1%
Other values (2)	17	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	319964	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	145144	45.4%
F	117731	36.8%
0	26146	8.2%
R	11136	3.5%
E	9136	2.9%
J	9136	2.9%
T	1130	0.4%
O	252	0.1%
H	111	< 0.1%
1	25	< 0.1%
Other values (2)	17	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	319964	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	145144	45.4%
F	117731	36.8%
0	26146	8.2%
R	11136	3.5%
E	9136	2.9%
J	9136	2.9%
T	1130	0.4%
O	252	0.1%
H	111	< 0.1%
1	25	< 0.1%
Other values (2)	17	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	319964	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	145144	45.4%
F	117731	36.8%
0	26146	8.2%
R	11136	3.5%
E	9136	2.9%
J	9136	2.9%
T	1130	0.4%
O	252	0.1%
H	111	< 0.1%
1	25	< 0.1%
Other values (2)	17	< 0.1%

src_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	2150
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7973.2607

Minimum	0
Maximum	6.9337564 × 10⁸
Zeros	36324
Zeros (%)	23.5%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	28
median	520
Q3	1032
95-th percentile	1032
Maximum	6.9337564 × 10⁸
Range	6.9337564 × 10⁸
Interquartile range (IQR)	1004

Descriptive statistics

Standard deviation	1768217.5
Coefficient of variation (CV)	221.76843
Kurtosis	153257.48
Mean	7973.2607
Median Absolute Deviation (MAD)	512
Skewness	390.84217
Sum	1.2300907 × 10⁹
Variance	3.1265932 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1032	68245	44.2%
0	36324	23.5%
520	15921	10.3%
105	2257	1.5%
54540	2143	1.4%
28	980	0.6%
8	961	0.6%
147	813	0.5%
334	617	0.4%
146	577	0.4%
Other values (2140)	25439	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36324	23.5%
1	257	0.2%
4	1	< 0.1%
5	8	< 0.1%
6	36	< 0.1%
7	30	< 0.1%
8	961	0.6%
9	44	< 0.1%
10	55	< 0.1%
11	4	< 0.1%

Value	Count	Frequency (%)
693375640	1	< 0.1%
5135678	21	< 0.1%
5133877	1	< 0.1%
5133876	30	< 0.1%
5131424	7	< 0.1%
2500058	1	< 0.1%
2194619	6	< 0.1%
501760	3	< 0.1%
456980	1	< 0.1%
250736	1	< 0.1%

dst_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	6155
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1242.1889

Minimum	0
Maximum	5155468
Zeros	126570
Zeros (%)	82.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3082.2
Maximum	5155468
Range	5155468
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	52261.453
Coefficient of variation (CV)	42.072065
Kurtosis	9219.4713
Mean	1242.1889
Median Absolute Deviation (MAD)	0
Skewness	94.56909
Sum	1.9164118 × 10⁸
Variance	2.7312594 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	126570	82.0%
8314	2133	1.4%
105	1302	0.8%
146	750	0.5%
147	737	0.5%
145	308	0.2%
330	262	0.2%
42	257	0.2%
332	244	0.2%
331	241	0.2%
Other values (6145)	21473	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126570	82.0%
1	2	< 0.1%
4	40	< 0.1%
6	1	< 0.1%
15	2	< 0.1%
17	3	< 0.1%
24	9	< 0.1%
26	2	< 0.1%
27	1	< 0.1%
28	3	< 0.1%

Value	Count	Frequency (%)
5155468	1	< 0.1%
5153771	1	< 0.1%
5153460	1	< 0.1%
5151385	1	< 0.1%
5151154	1	< 0.1%
5151049	1	< 0.1%
5150938	1	< 0.1%
5150877	1	< 0.1%
5150841	1	< 0.1%
5150836	1	< 0.1%

land
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154256
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154256	> 99.9%
1	21	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154256	> 99.9%
1	21	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	154256	> 99.9%
1	21	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154256	> 99.9%
1	21	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154256	> 99.9%
1	21	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154256	> 99.9%
1	21	< 0.1%

wrong_fragment
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	153039
3	970
1	268

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	153039	99.2%
3	970	0.6%
1	268	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	153039	99.2%
3	970	0.6%
1	268	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	153039	99.2%
3	970	0.6%
1	268	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	153039	99.2%
3	970	0.6%
1	268	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	153039	99.2%
3	970	0.6%
1	268	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	153039	99.2%
3	970	0.6%
1	268	0.2%

urgent
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154277

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154277	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

hot
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.091147741

Minimum	0
Maximum	30
Zeros	151480
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2813931
Coefficient of variation (CV)	14.058418
Kurtosis	435.00029
Mean	0.091147741
Median Absolute Deviation (MAD)	0
Skewness	20.42565
Sum	14062
Variance	1.6419682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	151480	98.2%
2	2151	1.4%
28	274	0.2%
1	165	0.1%
4	47	< 0.1%
6	37	< 0.1%
3	34	< 0.1%
5	25	< 0.1%
14	13	< 0.1%
30	11	< 0.1%
Other values (10)	40	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151480	98.2%
1	165	0.1%
2	2151	1.4%
3	34	< 0.1%
4	47	< 0.1%
5	25	< 0.1%
6	37	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
30	11	< 0.1%
28	274	0.2%
24	5	< 0.1%
22	7	< 0.1%
20	10	< 0.1%
19	11	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
14	13	< 0.1%
12	1	< 0.1%

num_failed_logins
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154225
1	51
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154225	> 99.9%
1	51	< 0.1%
5	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154225	> 99.9%
1	51	< 0.1%
5	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	154225	> 99.9%
1	51	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154225	> 99.9%
1	51	< 0.1%
5	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154225	> 99.9%
1	51	< 0.1%
5	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154225	> 99.9%
1	51	< 0.1%
5	1	< 0.1%

logged_in
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	129860
1	24417

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	129860	84.2%
1	24417	15.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	129860	84.2%
1	24417	15.8%

Most occurring characters

Value	Count	Frequency (%)
0	129860	84.2%
1	24417	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	129860	84.2%
1	24417	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	129860	84.2%
1	24417	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	129860	84.2%
1	24417	15.8%

num_compromised
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.022044764

Minimum	0
Maximum	884
Zeros	152106
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.3650214
Coefficient of variation (CV)	107.28269
Kurtosis	127803.98
Mean	0.022044764
Median Absolute Deviation (MAD)	0
Skewness	349.34687
Sum	3401
Variance	5.5933264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	152106	98.6%
1	2141	1.4%
2	13	< 0.1%
4	12	< 0.1%
6	1	< 0.1%
884	1	< 0.1%
281	1	< 0.1%
12	1	< 0.1%
3	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	152106	98.6%
1	2141	1.4%
2	13	< 0.1%
3	1	< 0.1%
4	12	< 0.1%
6	1	< 0.1%
12	1	< 0.1%
281	1	< 0.1%
884	1	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
281	1	< 0.1%
12	1	< 0.1%
6	1	< 0.1%
4	12	< 0.1%
3	1	< 0.1%
2	13	< 0.1%
1	2141	1.4%
0	152106	98.6%

root_shell
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154254
1	23

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154254	> 99.9%
1	23	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154254	> 99.9%
1	23	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	154254	> 99.9%
1	23	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154254	> 99.9%
1	23	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154254	> 99.9%
1	23	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154254	> 99.9%
1	23	< 0.1%

su_attempted
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154274
1	2
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154274	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154274	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	154274	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154274	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154274	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154274	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

num_root
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013832263

Minimum	0
Maximum	993
Zeros	154100
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	993
Range	993
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.6331489
Coefficient of variation (CV)	190.36284
Kurtosis	131898.34
Mean	0.013832263
Median Absolute Deviation (MAD)	0
Skewness	355.27004
Sum	2134
Variance	6.933473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	154100	99.9%
1	66	< 0.1%
9	60	< 0.1%
6	35	< 0.1%
2	6	< 0.1%
4	5	< 0.1%
5	3	< 0.1%
993	1	< 0.1%
278	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	154100	99.9%
1	66	< 0.1%
2	6	< 0.1%
4	5	< 0.1%
5	3	< 0.1%
6	35	< 0.1%
9	60	< 0.1%
278	1	< 0.1%
993	1	< 0.1%

Value	Count	Frequency (%)
993	1	< 0.1%
278	1	< 0.1%
9	60	< 0.1%
6	35	< 0.1%
5	3	< 0.1%
4	5	< 0.1%
2	6	< 0.1%
1	66	< 0.1%
0	154100	99.9%

num_file_creations
Real number (ℝ)

SKEWED ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001276924

Minimum	0
Maximum	28
Zeros	154194
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	28
Range	28
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.12190711
Coefficient of variation (CV)	95.469353
Kurtosis	32319.644
Mean	0.001276924
Median Absolute Deviation (MAD)	0
Skewness	170.94969
Sum	197
Variance	0.014861342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	154194	99.9%
1	67	< 0.1%
2	8	< 0.1%
16	2	< 0.1%
4	2	< 0.1%
20	1	< 0.1%
5	1	< 0.1%
28	1	< 0.1%
21	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	154194	99.9%
1	67	< 0.1%
2	8	< 0.1%
4	2	< 0.1%
5	1	< 0.1%
16	2	< 0.1%
20	1	< 0.1%
21	1	< 0.1%
28	1	< 0.1%

Value	Count	Frequency (%)
28	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
16	2	< 0.1%
5	1	< 0.1%
4	2	< 0.1%
2	8	< 0.1%
1	67	< 0.1%
0	154194	99.9%

num_shells
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154266
1	11

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154266	> 99.9%
1	11	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154266	> 99.9%
1	11	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	154266	> 99.9%
1	11	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154266	> 99.9%
1	11	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154266	> 99.9%
1	11	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154266	> 99.9%
1	11	< 0.1%

num_access_files
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154143
1	127
2	5
8	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154143	99.9%
1	127	0.1%
2	5	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154143	99.9%
1	127	0.1%
2	5	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	154143	99.9%
1	127	0.1%
2	5	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154143	99.9%
1	127	0.1%
2	5	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154143	99.9%
1	127	0.1%
2	5	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154143	99.9%
1	127	0.1%
2	5	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

num_outbound_cmds
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154277

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154277	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

is_host_login
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	154277

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	154277	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154277	100.0%

is_guest_login
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	153852
1	425

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154277
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	153852	99.7%
1	425	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	153852	99.7%
1	425	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	153852	99.7%
1	425	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	153852	99.7%
1	425	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	153852	99.7%
1	425	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	153852	99.7%
1	425	0.3%

count
Real number (ℝ)

HIGH CORRELATION

Distinct	450
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	322.33551

Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	103
median	509
Q3	511
95-th percentile	511
Maximum	511
Range	511
Interquartile range (IQR)	408

Descriptive statistics

Standard deviation	217.27714
Coefficient of variation (CV)	0.67407139
Kurtosis	-1.5702763
Mean	322.33551
Median Absolute Deviation (MAD)	2
Skewness	-0.46191388
Sum	49728955
Variance	47209.356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511	68785	44.6%
1	14065	9.1%
510	8137	5.3%
2	4292	2.8%
4	2057	1.3%
3	2026	1.3%
509	1846	1.2%
5	1601	1.0%
6	1124	0.7%
7	996	0.6%
Other values (440)	49348	32.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	14065	9.1%
2	4292	2.8%
3	2026	1.3%
4	2057	1.3%
5	1601	1.0%
6	1124	0.7%
7	996	0.6%
8	874	0.6%
9	797	0.5%

Value	Count	Frequency (%)
511	68785	44.6%
510	8137	5.3%
509	1846	1.2%
508	448	0.3%
507	160	0.1%
506	48	< 0.1%
505	26	< 0.1%
504	43	< 0.1%
503	10	< 0.1%
502	13	< 0.1%

srv_count
Real number (ℝ)

HIGH CORRELATION

Distinct	374
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	281.53773

Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	509
Q3	511
95-th percentile	511
Maximum	511
Range	511
Interquartile range (IQR)	502

Descriptive statistics

Standard deviation	247.62327
Coefficient of variation (CV)	0.87953849
Kurtosis	-1.9569424
Mean	281.53773
Median Absolute Deviation (MAD)	2
Skewness	-0.18147395
Sum	43434797
Variance	61317.285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511	67820	44.0%
1	13843	9.0%
510	8095	5.2%
2	6389	4.1%
3	3832	2.5%
4	3390	2.2%
5	3031	2.0%
6	2669	1.7%
8	2488	1.6%
7	2449	1.6%
Other values (364)	40271	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	13843	9.0%
2	6389	4.1%
3	3832	2.5%
4	3390	2.2%
5	3031	2.0%
6	2669	1.7%
7	2449	1.6%
8	2488	1.6%
9	2262	1.5%

Value	Count	Frequency (%)
511	67820	44.0%
510	8095	5.2%
509	1649	1.1%
508	396	0.3%
507	160	0.1%
506	48	< 0.1%
505	26	< 0.1%
504	43	< 0.1%
503	10	< 0.1%
502	13	< 0.1%

serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	92
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17080537

Minimum	0
Maximum	1
Zeros	126408
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.37464291
Coefficient of variation (CV)	2.1933907
Kurtosis	1.0908948
Mean	0.17080537
Median Absolute Deviation (MAD)	0
Skewness	1.7554292
Sum	26351.34
Variance	0.14035731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	126408	81.9%
1	25923	16.8%
0.08	132	0.1%
0.99	112	0.1%
0.01	109	0.1%
0.05	108	0.1%
0.14	105	0.1%
0.07	93	0.1%
0.13	88	0.1%
0.06	82	0.1%
Other values (82)	1117	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126408	81.9%
0.01	109	0.1%
0.02	53	< 0.1%
0.03	56	< 0.1%
0.04	81	0.1%
0.05	108	0.1%
0.06	82	0.1%
0.07	93	0.1%
0.08	132	0.1%
0.09	80	0.1%

Value	Count	Frequency (%)
1	25923	16.8%
0.99	112	0.1%
0.98	6	< 0.1%
0.97	5	< 0.1%
0.96	4	< 0.1%
0.95	3	< 0.1%
0.94	1	< 0.1%
0.93	3	< 0.1%
0.92	1	< 0.1%
0.91	1	< 0.1%

srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17042145

Minimum	0
Maximum	1
Zeros	127642
Zeros (%)	82.7%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.37563993
Coefficient of variation (CV)	2.2041823
Kurtosis	1.0795166
Mean	0.17042145
Median Absolute Deviation (MAD)	0
Skewness	1.7542417
Sum	26292.11
Variance	0.14110536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	127642	82.7%
1	26220	17.0%
0.03	40	< 0.1%
0.05	38	< 0.1%
0.5	38	< 0.1%
0.02	34	< 0.1%
0.06	34	< 0.1%
0.08	24	< 0.1%
0.25	23	< 0.1%
0.17	21	< 0.1%
Other values (25)	163	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	127642	82.7%
0.01	5	< 0.1%
0.02	34	< 0.1%
0.03	40	< 0.1%
0.04	18	< 0.1%
0.05	38	< 0.1%
0.06	34	< 0.1%
0.07	17	< 0.1%
0.08	24	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	26220	17.0%
0.95	1	< 0.1%
0.94	3	< 0.1%
0.93	1	< 0.1%
0.92	3	< 0.1%
0.91	1	< 0.1%
0.9	1	< 0.1%
0.86	1	< 0.1%
0.85	2	< 0.1%
0.75	1	< 0.1%

rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	77
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0665256

Minimum	0
Maximum	1
Zeros	143479
Zeros (%)	93.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.24638232
Coefficient of variation (CV)	3.7035716
Kurtosis	10.044635
Mean	0.0665256
Median Absolute Deviation (MAD)	0
Skewness	3.4627943
Sum	10263.37
Variance	0.060704249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	143479	93.0%
1	8931	5.8%
0.86	112	0.1%
0.87	102	0.1%
0.92	95	0.1%
0.9	91	0.1%
0.95	91	0.1%
0.25	85	0.1%
0.91	74	< 0.1%
0.88	68	< 0.1%
Other values (67)	1149	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	143479	93.0%
0.01	41	< 0.1%
0.02	30	< 0.1%
0.03	16	< 0.1%
0.04	8	< 0.1%
0.05	7	< 0.1%
0.06	7	< 0.1%
0.07	6	< 0.1%
0.08	5	< 0.1%
0.09	5	< 0.1%

Value	Count	Frequency (%)
1	8931	5.8%
0.99	34	< 0.1%
0.98	34	< 0.1%
0.97	36	< 0.1%
0.96	65	< 0.1%
0.95	91	0.1%
0.94	63	< 0.1%
0.93	64	< 0.1%
0.92	95	0.1%
0.91	74	< 0.1%

srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.067316774

Minimum	0
Maximum	1
Zeros	143204
Zeros (%)	92.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.24837337
Coefficient of variation (CV)	3.6896208
Kurtosis	10.065966
Mean	0.067316774
Median Absolute Deviation (MAD)	0
Skewness	3.46542
Sum	10385.43
Variance	0.061689332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	143204	92.8%
1	10115	6.6%
0.33	201	0.1%
0.5	140	0.1%
0.25	127	0.1%
0.2	116	0.1%
0.17	101	0.1%
0.14	34	< 0.1%
0.4	26	< 0.1%
0.29	23	< 0.1%
Other values (28)	190	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	143204	92.8%
0.01	1	< 0.1%
0.02	21	< 0.1%
0.03	13	< 0.1%
0.04	20	< 0.1%
0.05	14	< 0.1%
0.06	14	< 0.1%
0.07	15	< 0.1%
0.08	11	< 0.1%
0.09	7	< 0.1%

Value	Count	Frequency (%)
1	10115	6.6%
0.88	1	< 0.1%
0.86	2	< 0.1%
0.83	1	< 0.1%
0.82	1	< 0.1%
0.81	1	< 0.1%
0.75	7	< 0.1%
0.71	1	< 0.1%
0.69	1	< 0.1%
0.67	18	< 0.1%

same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	95
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.79218263

Minimum	0
Maximum	1
Zeros	2050
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38793205
Coefficient of variation (CV)	0.48970027
Kurtosis	-0.14672838
Mean	0.79218263
Median Absolute Deviation (MAD)	0
Skewness	-1.3500691
Sum	122215.56
Variance	0.15049127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	119332	77.3%
0.06	3315	2.1%
0.05	3173	2.1%
0.04	3048	2.0%
0.07	3028	2.0%
0.03	2868	1.9%
0.02	2825	1.8%
0.01	2690	1.7%
0.08	2169	1.4%
0	2050	1.3%
Other values (85)	9779	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2050	1.3%
0.01	2690	1.7%
0.02	2825	1.8%
0.03	2868	1.9%
0.04	3048	2.0%
0.05	3173	2.1%
0.06	3315	2.1%
0.07	3028	2.0%
0.08	2169	1.4%
0.09	1484	1.0%

Value	Count	Frequency (%)
1	119332	77.3%
0.99	73	< 0.1%
0.98	65	< 0.1%
0.97	21	< 0.1%
0.96	7	< 0.1%
0.95	6	< 0.1%
0.94	2	< 0.1%
0.93	3	< 0.1%
0.92	4	< 0.1%
0.91	2	< 0.1%

diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.027600614

Minimum	0
Maximum	1
Zeros	119317
Zeros (%)	77.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.07
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.11576546
Coefficient of variation (CV)	4.1943072
Kurtosis	58.208359
Mean	0.027600614
Median Absolute Deviation (MAD)	0
Skewness	7.4846271
Sum	4258.14
Variance	0.013401641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	119317	77.3%
0.06	15844	10.3%
0.07	8655	5.6%
0.05	5807	3.8%
1	1771	1.1%
0.08	954	0.6%
0.04	315	0.2%
0.5	192	0.1%
0.67	191	0.1%
0.09	140	0.1%
Other values (61)	1091	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	119317	77.3%
0.01	31	< 0.1%
0.02	34	< 0.1%
0.03	68	< 0.1%
0.04	315	0.2%
0.05	5807	3.8%
0.06	15844	10.3%
0.07	8655	5.6%
0.08	954	0.6%
0.09	140	0.1%

Value	Count	Frequency (%)
1	1771	1.1%
0.99	8	< 0.1%
0.97	2	< 0.1%
0.96	32	< 0.1%
0.95	17	< 0.1%
0.89	2	< 0.1%
0.88	1	< 0.1%
0.83	1	< 0.1%
0.82	1	< 0.1%
0.8	2	< 0.1%

srv_diff_host_rate
Real number (ℝ)

ZEROS

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.033352736

Minimum	0
Maximum	1
Zeros	142812
Zeros (%)	92.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.16
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1553149
Coefficient of variation (CV)	4.6567365
Kurtosis	29.126917
Mean	0.033352736
Median Absolute Deviation (MAD)	0
Skewness	5.3955589
Sum	5145.56
Variance	0.024122718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	142812	92.6%
1	3087	2.0%
0.67	560	0.4%
0.5	520	0.3%
0.12	466	0.3%
0.33	423	0.3%
0.11	372	0.2%
0.25	353	0.2%
0.1	338	0.2%
0.4	336	0.2%
Other values (48)	5010	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	142812	92.6%
0.01	122	0.1%
0.02	135	0.1%
0.03	55	< 0.1%
0.04	91	0.1%
0.05	162	0.1%
0.06	220	0.1%
0.07	271	0.2%
0.08	297	0.2%
0.09	320	0.2%

Value	Count	Frequency (%)
1	3087	2.0%
0.86	2	< 0.1%
0.83	5	< 0.1%
0.8	25	< 0.1%
0.75	110	0.1%
0.71	4	< 0.1%
0.7	1	< 0.1%
0.67	560	0.4%
0.64	2	< 0.1%
0.62	6	< 0.1%

dst_host_count
Real number (ℝ)

HIGH CORRELATION

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	230.06577

Minimum	0
Maximum	255
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	23
Q1	255
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	68.285716
Coefficient of variation (CV)	0.29680954
Kurtosis	4.9406139
Mean	230.06577
Median Absolute Deviation (MAD)	0
Skewness	-2.5668131
Sum	35493857
Variance	4662.939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	133454	86.5%
1	1643	1.1%
2	908	0.6%
3	537	0.3%
4	512	0.3%
5	379	0.2%
6	330	0.2%
8	284	0.2%
7	278	0.2%
9	270	0.2%
Other values (246)	15682	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	1643	1.1%
2	908	0.6%
3	537	0.3%
4	512	0.3%
5	379	0.2%
6	330	0.2%
7	278	0.2%
8	284	0.2%
9	270	0.2%

Value	Count	Frequency (%)
255	133454	86.5%
254	28	< 0.1%
253	31	< 0.1%
252	29	< 0.1%
251	27	< 0.1%
250	27	< 0.1%
249	17	< 0.1%
248	27	< 0.1%
247	27	< 0.1%
246	16	< 0.1%

dst_host_srv_count
Real number (ℝ)

HIGH CORRELATION

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.94691

Minimum	0
Maximum	255
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	25
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	230

Descriptive statistics

Standard deviation	107.56892
Coefficient of variation (CV)	0.58162051
Kurtosis	-1.0395803
Mean	184.94691
Median Absolute Deviation (MAD)	0
Skewness	-0.94883184
Sum	28533054
Variance	11571.071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	102814	66.6%
1	5312	3.4%
2	2351	1.5%
3	1817	1.2%
10	1721	1.1%
11	1703	1.1%
5	1699	1.1%
8	1695	1.1%
9	1666	1.1%
4	1620	1.1%
Other values (246)	31879	20.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	5312	3.4%
2	2351	1.5%
3	1817	1.2%
4	1620	1.1%
5	1699	1.1%
6	1616	1.0%
7	1599	1.0%
8	1695	1.1%
9	1666	1.1%

Value	Count	Frequency (%)
255	102814	66.6%
254	363	0.2%
253	233	0.2%
252	168	0.1%
251	194	0.1%
250	219	0.1%
249	168	0.1%
248	116	0.1%
247	120	0.1%
246	132	0.1%

dst_host_same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.74622601

Minimum	0
Maximum	1
Zeros	5104
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.25
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.41469558
Coefficient of variation (CV)	0.55572383
Kurtosis	-0.7855258
Mean	0.74622601
Median Absolute Deviation (MAD)	0
Skewness	-1.0796608
Sum	115125.51
Variance	0.17197242
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	107402	69.6%
0	5104	3.3%
0.04	4920	3.2%
0.02	4777	3.1%
0.05	4632	3.0%
0.07	4621	3.0%
0.01	4034	2.6%
0.03	3211	2.1%
0.06	3046	2.0%
0.08	1787	1.2%
Other values (91)	10743	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5104	3.3%
0.01	4034	2.6%
0.02	4777	3.1%
0.03	3211	2.1%
0.04	4920	3.2%
0.05	4632	3.0%
0.06	3046	2.0%
0.07	4621	3.0%
0.08	1787	1.2%
0.09	900	0.6%

Value	Count	Frequency (%)
1	107402	69.6%
0.99	344	0.2%
0.98	515	0.3%
0.97	240	0.2%
0.96	445	0.3%
0.95	399	0.3%
0.94	333	0.2%
0.93	330	0.2%
0.92	277	0.2%
0.91	283	0.2%

dst_host_diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.041634528

Minimum	0
Maximum	1
Zeros	107167
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.05
95-th percentile	0.08
Maximum	1
Range	1
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.14671162
Coefficient of variation (CV)	3.523797
Kurtosis	30.12018
Mean	0.041634528
Median Absolute Deviation (MAD)	0
Skewness	5.468846
Sum	6423.25
Variance	0.0215243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	107167	69.5%
0.07	13620	8.8%
0.06	8575	5.6%
0.05	5569	3.6%
0.08	4461	2.9%
0.01	4259	2.8%
1	1985	1.3%
0.02	1755	1.1%
0.09	1168	0.8%
0.03	1113	0.7%
Other values (91)	4605	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	107167	69.5%
0.01	4259	2.8%
0.02	1755	1.1%
0.03	1113	0.7%
0.04	927	0.6%
0.05	5569	3.6%
0.06	8575	5.6%
0.07	13620	8.8%
0.08	4461	2.9%
0.09	1168	0.8%

Value	Count	Frequency (%)
1	1985	1.3%
0.99	6	< 0.1%
0.98	12	< 0.1%
0.97	10	< 0.1%
0.96	10	< 0.1%
0.95	14	< 0.1%
0.94	9	< 0.1%
0.93	7	< 0.1%
0.92	6	< 0.1%
0.91	41	< 0.1%

dst_host_same_src_port_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.59397182

Minimum	0
Maximum	1
Zeros	45251
Zeros (%)	29.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.48195008
Coefficient of variation (CV)	0.81140227
Kurtosis	-1.8430286
Mean	0.59397182
Median Absolute Deviation (MAD)	0
Skewness	-0.36574494
Sum	91636.19
Variance	0.23227588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	88756	57.5%
0	45251	29.3%
0.01	6861	4.4%
0.02	2268	1.5%
0.03	1371	0.9%
0.04	882	0.6%
0.05	730	0.5%
0.06	550	0.4%
0.5	519	0.3%
0.07	478	0.3%
Other values (91)	6611	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45251	29.3%
0.01	6861	4.4%
0.02	2268	1.5%
0.03	1371	0.9%
0.04	882	0.6%
0.05	730	0.5%
0.06	550	0.4%
0.07	478	0.3%
0.08	469	0.3%
0.09	277	0.2%

Value	Count	Frequency (%)
1	88756	57.5%
0.99	187	0.1%
0.98	134	0.1%
0.97	65	< 0.1%
0.96	81	0.1%
0.95	71	< 0.1%
0.94	30	< 0.1%
0.93	40	< 0.1%
0.92	36	< 0.1%
0.91	37	< 0.1%

dst_host_srv_diff_host_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	59
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010675927

Minimum	0
Maximum	1
Zeros	137157
Zeros (%)	88.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.04
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.065911141
Coefficient of variation (CV)	6.1738096
Kurtosis	130.1286
Mean	0.010675927
Median Absolute Deviation (MAD)	0
Skewness	10.494109
Sum	1647.05
Variance	0.0043442785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	137157	88.9%
0.02	3529	2.3%
0.01	3152	2.0%
0.04	2074	1.3%
0.03	1995	1.3%
0.05	1377	0.9%
0.5	724	0.5%
0.06	612	0.4%
0.07	483	0.3%
1	337	0.2%
Other values (49)	2837	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	137157	88.9%
0.01	3152	2.0%
0.02	3529	2.3%
0.03	1995	1.3%
0.04	2074	1.3%
0.05	1377	0.9%
0.06	612	0.4%
0.07	483	0.3%
0.08	221	0.1%
0.09	209	0.1%

Value	Count	Frequency (%)
1	337	0.2%
0.67	20	< 0.1%
0.62	1	< 0.1%
0.6	10	< 0.1%
0.58	1	< 0.1%
0.57	9	< 0.1%
0.56	8	< 0.1%
0.55	6	< 0.1%
0.54	8	< 0.1%
0.53	19	< 0.1%

dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	90
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17068319

Minimum	0
Maximum	1
Zeros	124366
Zeros (%)	80.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.37421913
Coefficient of variation (CV)	2.192478
Kurtosis	1.1052058
Mean	0.17068319
Median Absolute Deviation (MAD)	0
Skewness	1.7594208
Sum	26332.49
Variance	0.14003995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124366	80.6%
1	25982	16.8%
0.01	1449	0.9%
0.02	454	0.3%
0.09	262	0.2%
0.03	202	0.1%
0.05	135	0.1%
0.08	110	0.1%
0.04	105	0.1%
0.07	102	0.1%
Other values (80)	1110	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124366	80.6%
0.01	1449	0.9%
0.02	454	0.3%
0.03	202	0.1%
0.04	105	0.1%
0.05	135	0.1%
0.06	67	< 0.1%
0.07	102	0.1%
0.08	110	0.1%
0.09	262	0.2%

Value	Count	Frequency (%)
1	25982	16.8%
0.99	11	< 0.1%
0.98	4	< 0.1%
0.97	4	< 0.1%
0.96	9	< 0.1%
0.95	4	< 0.1%
0.94	7	< 0.1%
0.93	3	< 0.1%
0.92	3	< 0.1%
0.91	2	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	48
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17020236

Minimum	0
Maximum	1
Zeros	125858
Zeros (%)	81.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.37545583
Coefficient of variation (CV)	2.2059378
Kurtosis	1.0876668
Mean	0.17020236
Median Absolute Deviation (MAD)	0
Skewness	1.7568987
Sum	26258.31
Variance	0.14096708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	125858	81.6%
1	26194	17.0%
0.01	1720	1.1%
0.02	266	0.2%
0.03	69	< 0.1%
0.04	37	< 0.1%
0.05	26	< 0.1%
0.06	15	< 0.1%
0.5	9	< 0.1%
0.07	9	< 0.1%
Other values (38)	74	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125858	81.6%
0.01	1720	1.1%
0.02	266	0.2%
0.03	69	< 0.1%
0.04	37	< 0.1%
0.05	26	< 0.1%
0.06	15	< 0.1%
0.07	9	< 0.1%
0.08	8	< 0.1%
0.09	3	< 0.1%

Value	Count	Frequency (%)
1	26194	17.0%
0.97	2	< 0.1%
0.96	4	< 0.1%
0.91	2	< 0.1%
0.88	1	< 0.1%
0.85	1	< 0.1%
0.84	1	< 0.1%
0.83	2	< 0.1%
0.8	1	< 0.1%
0.78	1	< 0.1%

dst_host_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06791103

Minimum	0
Maximum	1
Zeros	139900
Zeros (%)	90.7%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.24486307
Coefficient of variation (CV)	3.6056451
Kurtosis	9.9084258
Mean	0.06791103
Median Absolute Deviation (MAD)	0
Skewness	3.4317133
Sum	10477.11
Variance	0.059957923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	139900	90.7%
1	8446	5.5%
0.01	700	0.5%
0.05	647	0.4%
0.04	646	0.4%
0.02	490	0.3%
0.03	329	0.2%
0.06	181	0.1%
0.85	115	0.1%
0.93	104	0.1%
Other values (91)	2719	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139900	90.7%
0.01	700	0.5%
0.02	490	0.3%
0.03	329	0.2%
0.04	646	0.4%
0.05	647	0.4%
0.06	181	0.1%
0.07	49	< 0.1%
0.08	41	< 0.1%
0.09	26	< 0.1%

Value	Count	Frequency (%)
1	8446	5.5%
0.99	60	< 0.1%
0.98	56	< 0.1%
0.97	58	< 0.1%
0.96	69	< 0.1%
0.95	100	0.1%
0.94	46	< 0.1%
0.93	104	0.1%
0.92	91	0.1%
0.91	71	< 0.1%

dst_host_srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.066511405

Minimum	0
Maximum	1
Zeros	140793
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.24603478
Coefficient of variation (CV)	3.6991367
Kurtosis	10.238846
Mean	0.066511405
Median Absolute Deviation (MAD)	0
Skewness	3.4909747
Sum	10261.18
Variance	0.060533111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	140793	91.3%
1	9373	6.1%
0.01	690	0.4%
0.04	652	0.4%
0.05	646	0.4%
0.02	443	0.3%
0.03	337	0.2%
0.06	177	0.1%
0.98	102	0.1%
0.99	73	< 0.1%
Other values (91)	991	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	140793	91.3%
0.01	690	0.4%
0.02	443	0.3%
0.03	337	0.2%
0.04	652	0.4%
0.05	646	0.4%
0.06	177	0.1%
0.07	35	< 0.1%
0.08	23	< 0.1%
0.09	9	< 0.1%

Value	Count	Frequency (%)
1	9373	6.1%
0.99	73	< 0.1%
0.98	102	0.1%
0.97	36	< 0.1%
0.96	36	< 0.1%
0.95	35	< 0.1%
0.94	36	< 0.1%
0.93	31	< 0.1%
0.92	20	< 0.1%
0.91	22	< 0.1%

label
Categorical

HIGH CORRELATION IMBALANCE

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

smurf.	84162
neptune.	32109
normal.	29309
back.	2203
satan.	1589
Other values (10)	4905

Length

Max length	16
Median length	6
Mean length	6.6938559
Min length	4

Characters and Unicode

Total characters	1032708
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	smurf.
2nd row	smurf.
3rd row	neptune.
4th row	neptune.
5th row	smurf.

Common Values

Value	Count	Frequency (%)
smurf.	84162	54.6%
neptune.	32109	20.8%
normal.	29309	19.0%
back.	2203	1.4%
satan.	1589	1.0%
ipsweep.	1247	0.8%
portsweep.	1040	0.7%
warezclient.	1020	0.7%
teardrop.	979	0.6%
pod.	264	0.2%
Other values (5)	355	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
smurf	84162	54.6%
neptune	32109	20.8%
normal	29309	19.0%
back	2203	1.4%
satan	1589	1.0%
ipsweep	1247	0.8%
portsweep	1040	0.7%
warezclient	1020	0.7%
teardrop	979	0.6%
pod	264	0.2%
Other values (5)	355	0.2%

Most occurring characters

Value	Count	Frequency (%)
.	154277	14.9%
r	117589	11.4%
u	116354	11.3%
m	113722	11.0%
n	96388	9.3%
s	88270	8.5%
f	84252	8.2%
e	71964	7.0%
p	38210	3.7%
a	37034	3.6%
Other values (13)	114648	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1032708	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	154277	14.9%
r	117589	11.4%
u	116354	11.3%
m	113722	11.0%
n	96388	9.3%
s	88270	8.5%
f	84252	8.2%
e	71964	7.0%
p	38210	3.7%
a	37034	3.6%
Other values (13)	114648	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1032708	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	154277	14.9%
r	117589	11.4%
u	116354	11.3%
m	113722	11.0%
n	96388	9.3%
s	88270	8.5%
f	84252	8.2%
e	71964	7.0%
p	38210	3.7%
a	37034	3.6%
Other values (13)	114648	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1032708	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	154277	14.9%
r	117589	11.4%
u	116354	11.3%
m	113722	11.0%
n	96388	9.3%
s	88270	8.5%
f	84252	8.2%
e	71964	7.0%
p	38210	3.7%
a	37034	3.6%
Other values (13)	114648	11.1%

Auto

Heatmap
Table

	count	diff_srv_rate	dst_bytes	dst_host_count	dst_host_diff_srv_rate	dst_host_rerror_rate	dst_host_same_src_port_rate	dst_host_same_srv_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_diff_host_rate	dst_host_srv_rerror_rate	dst_host_srv_serror_rate	duration	flag	hot	is_guest_login	label	land	logged_in	num_access_files	num_compromised	num_failed_logins	num_file_creations	num_root	num_shells	protocol_type	rerror_rate	root_shell	same_srv_rate	serror_rate	src_bytes	srv_count	srv_diff_host_rate	srv_rerror_rate	srv_serror_rate	su_attempted	wrong_fragment
count	1.000	-0.302	-0.625	0.558	-0.504	-0.278	0.726	0.497	-0.291	0.565	-0.497	-0.268	-0.298	-0.260	0.314	-0.193	0.095	0.472	0.019	0.781	0.025	-0.164	0.022	-0.035	-0.053	0.013	0.707	-0.202	0.021	0.287	-0.254	0.597	0.931	-0.384	-0.215	-0.266	0.000	0.215
diff_srv_rate	-0.302	1.000	-0.228	0.196	0.835	0.300	-0.709	-0.853	0.794	-0.819	-0.183	0.293	0.764	-0.051	0.144	-0.069	0.003	0.288	0.000	0.040	0.000	-0.062	0.000	-0.006	-0.012	0.025	0.159	0.367	0.000	-0.983	0.823	-0.731	-0.487	-0.144	0.344	0.788	0.000	0.005
dst_bytes	-0.625	-0.228	1.000	-0.557	-0.059	0.053	-0.406	0.077	-0.162	0.041	0.508	0.059	-0.150	0.284	0.074	0.320	0.000	0.389	0.000	0.017	0.000	0.295	0.000	0.030	-0.004	0.000	0.010	-0.100	0.000	0.235	-0.209	-0.087	-0.486	0.480	-0.065	-0.198	0.000	0.000
dst_host_count	0.558	0.196	-0.557	1.000	0.062	-0.100	0.153	-0.088	0.130	0.044	-0.903	-0.101	0.118	-0.152	0.067	-0.094	0.094	0.272	0.049	0.647	0.017	-0.064	0.053	-0.047	-0.074	0.036	0.276	-0.042	0.044	-0.200	0.172	0.112	0.439	-0.443	-0.049	0.164	0.020	0.091
dst_host_diff_srv_rate	-0.504	0.835	-0.059	0.062	1.000	0.318	-0.736	-0.981	0.703	-0.942	-0.103	0.287	0.660	0.220	0.188	-0.050	0.022	0.315	0.026	0.112	0.029	-0.075	0.000	0.023	0.044	0.010	0.341	0.357	0.000	-0.829	0.704	-0.711	-0.658	-0.069	0.338	0.671	0.000	0.132
dst_host_rerror_rate	-0.278	0.300	0.053	-0.100	0.318	1.000	-0.320	-0.305	-0.047	-0.341	0.063	0.942	-0.112	0.008	0.329	0.323	0.012	0.286	0.000	0.125	0.000	0.329	0.047	-0.002	-0.004	0.000	0.256	0.873	0.041	-0.281	-0.076	-0.257	-0.365	0.013	0.869	-0.131	0.000	0.256
dst_host_same_src_port_rate	0.726	-0.709	-0.406	0.153	-0.736	-0.320	1.000	0.742	-0.649	0.731	-0.132	-0.314	-0.630	-0.062	0.229	-0.150	0.065	0.358	0.003	0.484	0.017	-0.139	0.015	-0.013	-0.015	0.053	0.692	-0.276	0.041	0.717	-0.638	0.752	0.784	-0.197	-0.283	-0.622	0.000	0.265
dst_host_same_srv_rate	0.497	-0.853	0.077	-0.088	-0.981	-0.305	0.742	1.000	-0.725	0.957	0.123	-0.281	-0.686	-0.203	0.307	0.049	0.297	0.369	0.003	0.339	0.036	0.075	0.003	-0.018	-0.037	0.045	0.530	-0.351	0.006	0.858	-0.730	0.727	0.665	0.086	-0.332	-0.700	0.035	0.301
dst_host_serror_rate	-0.291	0.794	-0.162	0.130	0.703	-0.047	-0.649	-0.725	1.000	-0.699	-0.127	-0.066	0.951	-0.055	0.351	-0.006	0.054	0.364	0.039	0.196	0.000	-0.011	0.028	-0.000	-0.007	0.000	0.399	-0.060	0.000	-0.818	0.964	-0.629	-0.430	-0.102	-0.064	0.947	0.052	0.134
dst_host_srv_count	0.565	-0.819	0.041	0.044	-0.942	-0.341	0.731	0.957	-0.699	1.000	0.035	-0.320	-0.664	-0.212	0.302	-0.013	0.185	0.374	0.019	0.360	0.021	0.015	0.059	-0.027	-0.035	0.047	0.537	-0.371	0.014	0.823	-0.701	0.730	0.720	0.042	-0.354	-0.672	0.019	0.247
dst_host_srv_diff_host_rate	-0.497	-0.183	0.508	-0.903	-0.103	0.063	-0.132	0.123	-0.127	0.035	1.000	0.072	-0.107	0.091	0.088	-0.034	0.003	0.395	0.151	0.070	0.000	-0.040	0.038	0.023	0.058	0.000	0.096	0.042	0.047	0.185	-0.157	-0.138	-0.378	0.441	0.042	-0.148	0.000	0.157
dst_host_srv_rerror_rate	-0.268	0.293	0.059	-0.101	0.287	0.942	-0.314	-0.281	-0.066	-0.320	0.072	1.000	-0.114	-0.005	0.343	0.313	0.014	0.191	0.000	0.128	0.000	0.343	0.060	-0.003	-0.009	0.000	0.235	0.874	0.069	-0.277	-0.081	-0.256	-0.355	0.019	0.894	-0.138	0.000	0.015
dst_host_srv_serror_rate	-0.298	0.764	-0.150	0.118	0.660	-0.112	-0.630	-0.686	0.951	-0.664	-0.107	-0.114	1.000	-0.055	0.407	-0.013	0.023	0.331	0.433	0.196	0.000	-0.008	0.136	-0.002	-0.006	0.000	0.394	-0.111	0.000	-0.789	0.946	-0.612	-0.407	-0.092	-0.120	0.965	0.138	0.028
duration	-0.260	-0.051	0.284	-0.152	0.220	0.008	-0.062	-0.203	-0.055	-0.212	0.091	-0.005	-0.055	1.000	0.095	0.120	0.076	0.097	0.000	0.011	0.069	0.003	0.000	0.062	0.013	0.000	0.146	-0.011	0.021	0.062	-0.076	0.027	-0.251	0.106	-0.013	-0.074	0.116	0.000
flag	0.314	0.144	0.074	0.067	0.188	0.329	0.229	0.307	0.351	0.302	0.088	0.343	0.407	0.095	1.000	0.017	0.028	0.484	0.025	0.240	0.002	0.000	0.305	0.000	0.000	0.000	0.485	0.343	0.000	0.321	0.369	0.065	0.206	0.044	0.340	0.412	0.000	0.035
hot	-0.193	-0.069	0.320	-0.094	-0.050	0.323	-0.150	0.049	-0.006	-0.013	-0.034	0.313	-0.013	0.120	0.017	1.000	0.971	0.193	0.000	0.124	0.000	0.870	0.000	0.026	-0.000	0.000	0.046	0.020	0.039	0.070	-0.060	0.219	-0.181	0.054	0.086	-0.058	0.000	0.000
is_guest_login	0.095	0.003	0.000	0.094	0.022	0.012	0.065	0.297	0.054	0.185	0.003	0.014	0.023	0.076	0.028	0.971	1.000	0.466	0.000	0.121	0.000	0.000	0.000	0.034	0.000	0.000	0.065	0.013	0.000	0.032	0.023	0.000	0.058	0.010	0.012	0.023	0.000	0.003
label	0.472	0.288	0.389	0.272	0.315	0.286	0.358	0.369	0.364	0.374	0.395	0.191	0.331	0.097	0.484	0.193	0.466	1.000	1.000	0.844	0.029	0.000	0.700	0.131	0.000	0.015	0.780	0.302	0.685	0.341	0.367	0.029	0.373	0.232	0.234	0.310	0.000	0.985
land	0.019	0.000	0.000	0.049	0.026	0.000	0.003	0.003	0.039	0.019	0.151	0.000	0.433	0.000	0.025	0.000	0.000	1.000	1.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.032	0.000	0.010	0.039	0.000	0.010	0.065	0.000	0.025	0.000	0.000
logged_in	0.781	0.040	0.017	0.647	0.112	0.125	0.484	0.339	0.196	0.360	0.070	0.128	0.196	0.011	0.240	0.124	0.121	0.844	0.003	1.000	0.068	0.007	0.007	0.016	0.007	0.018	0.534	0.146	0.027	0.229	0.196	0.000	0.477	0.430	0.192	0.204	0.010	0.039
num_access_files	0.025	0.000	0.000	0.017	0.029	0.000	0.017	0.036	0.000	0.021	0.000	0.000	0.000	0.069	0.002	0.000	0.000	0.029	0.000	0.068	1.000	0.707	0.000	0.500	0.707	0.000	0.025	0.000	0.208	0.008	0.004	0.000	0.014	0.016	0.023	0.006	0.707	0.000
num_compromised	-0.164	-0.062	0.295	-0.064	-0.075	0.329	-0.139	0.075	-0.011	0.015	-0.040	0.343	-0.008	0.003	0.000	0.870	0.000	0.000	0.000	0.007	0.707	1.000	0.000	0.033	0.016	0.000	0.000	0.009	0.208	0.063	-0.054	0.212	-0.152	0.063	0.084	-0.053	0.866	0.000
num_failed_logins	0.022	0.000	0.000	0.053	0.000	0.047	0.015	0.003	0.028	0.059	0.038	0.060	0.136	0.000	0.305	0.000	0.000	0.700	0.000	0.007	0.000	0.000	1.000	0.000	0.000	0.000	0.016	0.054	0.000	0.000	0.026	0.000	0.012	0.000	0.048	0.032	0.000	0.000
num_file_creations	-0.035	-0.006	0.030	-0.047	0.023	-0.002	-0.013	-0.018	-0.000	-0.027	0.023	-0.003	-0.002	0.062	0.000	0.026	0.034	0.131	0.000	0.016	0.500	0.033	0.000	1.000	0.041	0.000	0.004	-0.005	0.000	0.008	-0.008	0.030	-0.033	0.006	-0.004	-0.010	0.000	0.000
num_root	-0.053	-0.012	-0.004	-0.074	0.044	-0.004	-0.015	-0.037	-0.007	-0.035	0.058	-0.009	-0.006	0.013	0.000	-0.000	0.000	0.000	0.000	0.007	0.707	0.016	0.000	0.041	1.000	0.000	0.000	-0.009	0.208	0.014	-0.016	-0.000	-0.051	0.005	-0.009	-0.015	0.866	0.000
num_shells	0.013	0.025	0.000	0.036	0.010	0.000	0.053	0.045	0.000	0.047	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.015	0.000	0.018	0.000	0.000	0.000	0.000	0.000	1.000	0.010	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000
protocol_type	0.707	0.159	0.010	0.276	0.341	0.256	0.692	0.530	0.399	0.537	0.096	0.235	0.394	0.146	0.485	0.046	0.065	0.780	0.014	0.534	0.025	0.000	0.016	0.004	0.000	0.010	1.000	0.237	0.015	0.471	0.405	0.000	0.721	0.171	0.241	0.396	0.001	0.261
rerror_rate	-0.202	0.367	-0.100	-0.042	0.357	0.873	-0.276	-0.351	-0.060	-0.371	0.042	0.874	-0.111	-0.011	0.343	0.020	0.013	0.302	0.032	0.146	0.000	0.009	0.054	-0.005	-0.009	0.000	0.237	1.000	0.027	-0.348	-0.053	-0.358	-0.314	-0.030	0.962	-0.111	0.000	0.016
root_shell	0.021	0.000	0.000	0.044	0.000	0.041	0.041	0.006	0.000	0.014	0.047	0.069	0.000	0.021	0.000	0.039	0.000	0.685	0.000	0.027	0.208	0.208	0.000	0.000	0.208	0.000	0.015	0.027	1.000	0.006	0.000	0.000	0.011	0.000	0.000	0.000	0.208	0.000
same_srv_rate	0.287	-0.983	0.235	-0.200	-0.829	-0.281	0.717	0.858	-0.818	0.823	0.185	-0.277	-0.789	0.062	0.321	0.070	0.032	0.341	0.010	0.229	0.008	0.063	0.000	0.008	0.014	0.000	0.471	-0.348	0.006	1.000	-0.849	0.736	0.491	0.146	-0.326	-0.814	0.000	0.052
serror_rate	-0.254	0.823	-0.209	0.172	0.704	-0.076	-0.638	-0.730	0.964	-0.701	-0.157	-0.081	0.946	-0.076	0.369	-0.060	0.023	0.367	0.039	0.196	0.004	-0.054	0.026	-0.008	-0.016	0.000	0.405	-0.053	0.000	-0.849	1.000	-0.649	-0.404	-0.124	-0.063	0.977	0.000	0.190
src_bytes	0.597	-0.731	-0.087	0.112	-0.711	-0.257	0.752	0.727	-0.629	0.730	-0.138	-0.256	-0.612	0.027	0.065	0.219	0.000	0.029	0.000	0.000	0.000	0.212	0.000	0.030	-0.000	0.000	0.000	-0.358	0.000	0.736	-0.649	1.000	0.671	-0.083	-0.332	-0.632	0.000	0.000
srv_count	0.931	-0.487	-0.486	0.439	-0.658	-0.365	0.784	0.665	-0.430	0.720	-0.378	-0.355	-0.407	-0.251	0.206	-0.181	0.058	0.373	0.010	0.477	0.014	-0.152	0.012	-0.033	-0.051	0.005	0.721	-0.314	0.011	0.491	-0.404	0.671	1.000	-0.223	-0.317	-0.381	0.000	0.361
srv_diff_host_rate	-0.384	-0.144	0.480	-0.443	-0.069	0.013	-0.197	0.086	-0.102	0.042	0.441	0.019	-0.092	0.106	0.044	0.054	0.010	0.232	0.065	0.430	0.016	0.063	0.000	0.006	0.005	0.000	0.171	-0.030	0.000	0.146	-0.124	-0.083	-0.223	1.000	0.019	-0.113	0.004	0.196
srv_rerror_rate	-0.215	0.344	-0.065	-0.049	0.338	0.869	-0.283	-0.332	-0.064	-0.354	0.042	0.894	-0.120	-0.013	0.340	0.086	0.012	0.234	0.000	0.192	0.023	0.084	0.048	-0.004	-0.009	0.000	0.241	0.962	0.000	-0.326	-0.063	-0.332	-0.317	0.019	1.000	-0.124	0.000	0.016
srv_serror_rate	-0.266	0.788	-0.198	0.164	0.671	-0.131	-0.622	-0.700	0.947	-0.672	-0.148	-0.138	0.965	-0.074	0.412	-0.058	0.023	0.310	0.025	0.204	0.006	-0.053	0.032	-0.010	-0.015	0.000	0.396	-0.111	0.000	-0.814	0.977	-0.632	-0.381	-0.113	-0.124	1.000	0.000	0.028
su_attempted	0.000	0.000	0.000	0.020	0.000	0.000	0.000	0.035	0.052	0.019	0.000	0.000	0.138	0.116	0.000	0.000	0.000	0.000	0.000	0.010	0.707	0.866	0.000	0.000	0.866	0.000	0.001	0.000	0.208	0.000	0.000	0.000	0.000	0.004	0.000	0.000	1.000	0.000
wrong_fragment	0.215	0.005	0.000	0.091	0.132	0.256	0.265	0.301	0.134	0.247	0.157	0.015	0.028	0.000	0.035	0.000	0.003	0.985	0.000	0.039	0.000	0.000	0.000	0.000	0.000	0.000	0.261	0.016	0.000	0.052	0.190	0.000	0.361	0.196	0.016	0.028	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	label
339043	icmp	ecr_i	SF	1032	0	0	511	511	0.0	0.0	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	1.00	0.00	0.0	0.0	0.0	0.0	smurf.
228694	icmp	ecr_i	SF	1032	0	0	510	510	0.0	0.0	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	1.00	0.00	0.0	0.0	0.0	0.0	smurf.
355377	tcp	private	S0	0	0	0	136	16	1.0	1.0	0.0	0.0	0.12	0.05	0.00	255	4	0.02	0.08	0.00	0.00	1.0	1.0	0.0	0.0	neptune.
471450	tcp	private	REJ	0	0	0	137	4	0.0	0.0	1.0	1.0	0.03	0.06	0.00	255	4	0.02	0.05	0.00	0.00	0.0	0.0	1.0	1.0	neptune.
242696	icmp	ecr_i	SF	1032	0	0	511	511	0.0	0.0	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	1.00	0.00	0.0	0.0	0.0	0.0	smurf.
402357	icmp	ecr_i	SF	520	0	0	463	463	0.0	0.0	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	1.00	0.00	0.0	0.0	0.0	0.0	smurf.
88494	tcp	http	SF	220	622	1	25	35	0.0	0.0	0.0	0.0	1.00	0.00	0.11	25	255	1.00	0.00	0.04	0.04	0.0	0.0	0.0	0.0	normal.
65332	tcp	private	S0	0	0	0	115	5	1.0	1.0	0.0	0.0	0.04	0.07	0.00	255	5	0.02	0.06	0.00	0.00	1.0	1.0	0.0	0.0	neptune.
490600	icmp	ecr_i	SF	1032	0	0	510	510	0.0	0.0	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	1.00	0.00	0.0	0.0	0.0	0.0	smurf.
477734	tcp	private	REJ	0	0	0	224	12	0.0	0.0	1.0	1.0	0.05	0.07	0.00	255	12	0.05	0.07	0.00	0.00	0.0	0.0	1.0	1.0	neptune.

	protocol_type	service	flag	src_bytes	wrong_fragment	count	srv_count	same_srv_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	label
490955	udp	private	SF	28	3	24	24	1.0	255	91	0.36	0.01	0.36	teardrop.
490956	udp	private	SF	28	3	25	25	1.0	255	92	0.36	0.01	0.36	teardrop.
490957	udp	private	SF	28	3	26	26	1.0	255	93	0.36	0.01	0.36	teardrop.
490958	udp	private	SF	28	3	27	27	1.0	255	94	0.37	0.01	0.37	teardrop.
490959	udp	private	SF	28	3	28	28	1.0	255	95	0.37	0.01	0.37	teardrop.
490960	udp	private	SF	28	3	29	29	1.0	255	96	0.38	0.01	0.38	teardrop.
490961	udp	private	SF	28	3	30	30	1.0	255	97	0.38	0.01	0.38	teardrop.
490962	udp	private	SF	28	3	31	31	1.0	255	98	0.38	0.01	0.38	teardrop.
490963	udp	private	SF	28	3	32	32	1.0	255	99	0.39	0.01	0.39	teardrop.
490964	udp	private	SF	28	3	33	33	1.0	255	100	0.39	0.01	0.39	teardrop.

Most frequently occurring

	protocol_type	service	flag	src_bytes	count	srv_count	same_srv_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_same_src_port_rate	label	# duplicates
273	icmp	ecr_i	SF	1032	511	511	1.0	255	255	1.0	1.0	smurf.	57726
245	icmp	ecr_i	SF	520	511	511	1.0	255	255	1.0	1.0	smurf.	10061
271	icmp	ecr_i	SF	1032	510	510	1.0	255	255	1.0	1.0	smurf.	7876
268	icmp	ecr_i	SF	1032	509	509	1.0	255	255	1.0	1.0	smurf.	1586
265	icmp	ecr_i	SF	1032	508	508	1.0	255	255	1.0	1.0	smurf.	374
183	icmp	ecr_i	SF	520	449	449	1.0	255	255	1.0	1.0	smurf.	307
214	icmp	ecr_i	SF	520	480	480	1.0	255	255	1.0	1.0	smurf.	254
185	icmp	ecr_i	SF	520	451	451	1.0	255	255	1.0	1.0	smurf.	246
212	icmp	ecr_i	SF	520	478	478	1.0	255	255	1.0	1.0	smurf.	236
216	icmp	ecr_i	SF	520	482	482	1.0	255	255	1.0	1.0	smurf.	222

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters